Agent readiness for engineering teams
Make your engineering org agent-ready
We help engineering leaders move from AI hype to agents that actually ship. Start with a fixed-price Agent Readiness Assessment — a standards-mapped read on where agents will land in your team, and a costed roadmap to get there. Backed by two decades shipping production software for the likes of KIA, Hyundai and Sainsbury's.
New field guides for engineering teams — join the waitlist →
Now a member of the
Partner NetworkExperience includes delivery for
How we help engineering teams get agent-ready
Assess & plan your agent adoption
The Agent Readiness Assessment — £14,500, fixed scope.
Our flagship. Stop guessing where AI agents will land in your engineering org. We map how your team ships, score you across eight dimensions, and hand you a ranked, costed roadmap — including a working prototype on your highest-impact opportunity and an adoption plan that makes it stick.
- 8-dimension readiness scorecard
- Ranked intervention map
- Working prototype
- Adoption playbook
Build it when you need to ship
Product delivery, as a supporting capability.
Sometimes readiness means shipping the thing itself. When your roadmap calls for a build, the same team turns concepts into working, scalable products in weeks, not quarters — validated with real users, on foundations that won't need a rewrite at scale.
- MVP & product delivery
- DevSecOps baked in
- Full-stack, one accountable team
Most AI-readiness reports die in week three
A generic maturity score tells you you're a "3.2 out of 5." Nobody knows what to do with that on Monday morning. The Agent Readiness Assessment is different: we map how your team actually ships, rank the specific interventions worth doing — by impact, by effort, and by how adoptable they are given how you work today — and build a working prototype on the number-one opportunity. Every recommendation is a paved road: it shows up where your engineers already work, removes steps instead of adding them, and is default-on.
What you walk away with: an SDLC process map, an 8-dimension readiness scorecard, a ranked agent-intervention map, a working prototype, an ROI model, an adoption playbook and a build roadmap. £14,500, fixed.
See how it works
Partner Network
We're now part of the Anthropic Partner Network
M2N.IO is a member of the Anthropic Partner Network — the team behind Claude. For the engineering leaders we work with, that means agent-readiness advice grounded in how these systems actually behave in production: closer access to the latest models and tooling, earlier insight into where they're heading, and recommendations shaped by Anthropic's own guidance rather than guesswork.
Talk to us about agent readinessWhat engineering leaders get
Know where agents will land
An evidence-based read on your team's readiness — not an AI-hype deck — so you can tell the board where agents pay off and where they don't.
A roadmap you can act on
Ranked, costed interventions mapped to recognised standards — work your team can pick up on Monday, not a "3.2 out of 5" nobody can use.
AI that lands, not AI theatre
We measure adoption, not demos — building AI into the tools your team already uses, so what we ship is still in use in month six.
Why teams pick M2N
Enterprise scars, startup speed
Engineering leaders bring us in to make agent adoption real — not a pilot that stalls in week three. We've shipped software where downtime makes the news, for the likes of KIA, Hyundai and Sainsbury's, and we bring that discipline to how your team adopts AI.
- Built it for real, not just advised on it
Two decades delivering production software in high-stakes environments — KIA, Hyundai, Sainsbury's. We've made the mistakes already, so your team doesn't have to.
- Lean and accountable
One small senior team owns your outcome end-to-end. No handoffs, no account managers, no junior bench.
- AI that lands, not AI theatre
We measure adoption, not demos — so the thing we build is still in use in month six.
Success Stories
"Working with Mabroor and his team has been, really amazing! For years other suppliers could not deliver what we needed, but M2N.IO has done it in such a short timeframe. The accessory portal has completely transformed how we sell accessories."
"The mobile app developed by M2N.IO completely revolutionised our approach to accessory sales at the Brussels Motor Show. What stands out most is how the app transformed casual conversations into concrete sales opportunities."
"I was initially skeptical about the tight deadline, but M2N.IO exceeded all my expectations. Their interactive platform transformed our paper brochures into an extraordinary digital experience. This is exactly the kind of innovation that sets us apart."
Field guides for the agentic era — dropping soon
We're publishing a suite of practical field guides and diagnostics for engineering leaders and their teams — covering eval ownership, human-in-the-loop patterns, the engineering managers' guide to agent adoption, and the ways agent projects quietly die. They're not out yet. Join the list and we'll tell you the moment each one is live.